DOI QR코드

DOI QR Code

A study on cultural consumers of OTT original contents based on Text Mining, focusing on Netflix's 'Parasyte: The Grey' based on a comic book

텍스트 마이닝 기반 OTT 오리지널 콘텐츠의 문화소비자 연구, 만화 원작의 넷플릭스 '기생수: 더 그레이' 중심으로

  • Oh Se Jong (Dept. of AI Education Institute, Hankuk University of Foreign Studies)
  • 오세종 (한국외국어대학교 AI교육원, 한양대학교 문화콘텐츠학)
  • Received : 2024.08.27
  • Accepted : 2024.11.05
  • Published : 2024.11.30

Abstract

The study of cultural consumers plays an important role in selecting actors, location selection, marketing, and scenarios in movies and series, and in box office factors. In particular, the study of cultural consumers of OTT original contents can produce viewer-tailored works by utilizing massive viewing data, social media user analysis, and location-based information. The research method analyzed the emotional vocabulary of text mining N-gram, CONCOR, and Bayesian classifier machine learning. Through the Netflix work 'Parasyte: The Gray' based on a comic book, the analysis of cultural consumption patterns of cultural consumers, actor selection, implications of genre change, complex human emotional narrative, location selection, and the effects of VFX were analyzed. In addition, the changed story development and storytelling structure were examined through Dan Harmon's 8 stages of hero storytelling. This study will save costs and time in cultural content development and the entertainment industry through the response factors of cultural consumers in OTT original contents and considerations for production.

문화소비자의 연구는 영화와 시리즈에서 배우 섭외, 장소 선정, 마케팅, 시나리오 등을 선별하고, 흥행 요소의 중요한 역할을 한다. 특히, OTT 오리지널 콘텐츠의 문화소비자 연구는 방대한 시청 데이터, 소셜 미디어 사용자 분석, 위치 기반 정보 등을 활용해 시청자 맞춤형 작품을 제작할 수 있다. 연구 방법은 텍스트 마이닝의 N-gram, CONCOR, 베이지안 분류기 기계학습의 감성 어휘를 분석하였다. 만화 원작의 넷플릭스 '기생수: 더 그레이' 작품을 통해 문화소비자들의 문화 소비 패턴 분석, 배우 섭외, 장르 전환 시사점, 인간의 복잡한 감정 서사, 장소 선정, VFX 의 효과 등을 분석하였다. 또한, 댄 하몬의 영웅 스토리텔링 8단계를 통해 변경된 스토리의 전개 및 스토리텔링 구조를 고찰하였다. 본 연구는 OTT 오리지널 콘텐츠에서 문화소비자들의 반응 요소와 제작시 고려할 사항을 통해 문화콘텐츠 개발 및 엔터테인먼트 산업에서 비용과 시간을 절약할 수 있을 것이다.

Keywords

References

  1. Chulmin Lim, Yumi Jang, Heesoo Kim, Sunho Kim, Sanghyun Lee and Seongcheol Kim, "Study on analyzing the pattern of content consumption through local OTT service based on the spatiotemporal context", Journal of Digital Contents Society, Vol. 24, No. 2, pp. 273-291, Feb 2023, DOI: https://doi.org/10.9728/dcs.2023.24.2.273
  2. Do-Hyung Park, Ju-Hee Yu and Ha-Young Yoo, "The Case Study on Development of Segmentation and Data-driven Persona Based on OTT Service Usage Logs: Focusing on Netflix", Journal of the Korea Academia-Industrial cooperation Society, Vol. 25, No. 3, pp.312-325, March 2024, DOI: https://doi.org/10.5762/KAIS.2024.25.3.312
  3. Priya Malhotra, Akshay Kumar and Anu Yadav, "Market Research and Analytics on Rise of OTT Platforms: A Study of Consumer Behaviour", International Journal of Advances in Engineering and Management (IJAEM), Vol.3, N0.7, pp. 4005-4012, July 2021, DOI: 10.35629/5252-030740054012 Impact Factor value 7.429
  4. Ahn Sunghun, Jae-Woo Jung and OhSeJong, "Analysis of Success Factors of OTT Original Contents Through BigData, Netflix's 'Squid Game Season 2' Proposal", Journal of the Korea Society of Digital Industry and Information Management, vol.18, no.1, pp.55-64, March 2022, DOI:http://dx.doi.org/10.17662/ksdim.2022.18.1.055
  5. Sang-Seok Park, "Consideration on Acting Environment and Acting Methods in Digital VFX Shooting", Korea Society of Acting Studies, Journal of the Acting & Arts, Vol.32, pp.21-44, Nov 2023, DOI:https://doi.org/10.26764/jaa.2023.32.2
  6. Jinhyuk Hong, "Industrial Discourse on Changes in Korean Films and VFX Technology in the 2000s",The Journal of Humanities and Social Sciences 21, Vol.13, No.3, pp.951-964, June 2022, DOI http://dx.doi.org/10.22143/HSS21.13.3.67
  7. Lee Sun-myung, "Open Science Revitalization Strategy for Utilization and Spread of Research Results," KISTEP Demand Forum Focus 169th, June 2024
  8. SUN A LEE, OhSeJong, "A Study on the Value of Archival Contents in University Practical Education : Focusing on University-Industry Cooperation for SW Practical Education", The journal of Convergence on Culture Technology (JCCT), vol.10, no.2, pp.537-545, March 2024, DOI:http://dx.doi.org/10.17703/JCCT.2024.10.2.537
  9. National Archives of Korea, https://www.archives.go.kr/next/theme/contentsOutline.do
  10. Oh Se Jong, "Creating Cultural Consumer Value in Corporate Culture Marketing. - Focused on Cultural Space 'SpigenHall' and Opera , Apple Steve Jobs' 10th Anniversary Memorial Study -", The Journal of the Convergence on Culture Technology (JCCT), Vol.6, No.3, pp.111-116, Aug 2020, DOI:http://dx.doi.org/10.17703/JCCT.2020.6.3.111
  11. IT Terminology Dictionary of the Korea Association of Information and Communication Technology
  12. AhnSunghun, OhSeJong and JeongDalYoung, "Pandemics Era, A Study one the Viewers' Responses of Medical Drama through Text Mining -Focused on -", The journal of Convergence on Culture Technology (JCCT), vol.6, no.4, pp.385-389, Nov 2020, DOI:https://doi.org/10.17703/JCCT.2020.6.4.385
  13. Bhargavi, P., Jyothi, B., Jyothi, S and Sekar, K. "Knowledge extraction using rule based decision tree approach", International Journal of Computer Science & Network Security, Vol .8, No .7, p.296, 2008
  14. IDG TECH REPORT, 《Understanding Big Data》, IDG KOREA, 2012. p.5
  15. Sejong Oh., Sunghun An and Jungmin Byun. "A Big Data Study on Viewers' Response and Success Factors in the D2C Era Focused on tvN's Web-real Variety 'SinSeoYuGi' and Naver TV Cast Programming", International Journal of Advaced Culture Technology(IJACT), Vol. 4. No. 2, pp.12-15, June 2016, DOI: https://doi.org/10.17703/IJACT.2016.4.2.7
  16. SeJong Oh, IllChul Doo, "Analysis of relevance of Myth-motif Brand 'Nike' using big data of portal sites, twitter and blogs", International Information Institute (Tokyo). Information, AITHS, Vol. 18, Iss. 5, pp.1471-1474, March 2015
  17. Dan Harmon, "the story circle", studiobinder, https://www.studiobinder.com/blog/downloads/story-circle-template/?utm_campaign=Youtube-Video-Description&utm_medium=Youtube-Description&utm_source=youtube&utm_term=story-circle-template&utm_content=story-circle-template
  18. Se Jong Oh, Young Jae Kim, Ill Chul Doo, "Study of profit model of Web-dramas on portal sites using big data, Focused on the Web-dramas with the K-pop singers as the lead casts 'Exo, Next Door and I Order you'", Multimedia tools and applications, Vol.76, No.4, Springer Science + Business Media, 2017, pp.6104-6109